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Record W4414215610 · doi:10.46754/ps.2025.07.003

MICROPLASTICS IN AQUATIC ECOSYSTEMS: PATHWAYS, IMPACTS AND INTEGRATED SOLUTIONS FOR ENVIRONMENT AND HUMAN HEALTH

2025· article· en· W4414215610 on OpenAlexafffund
Mohammadali Kiehbadroudinezhad, KAMLESHKUMAR GOHEL, HOSEIN SEID SHAZILEH, Homa Hosseinzadeh‐Bandbafha, Mohammad Saleh Saeedi, Khaled Zoroufchi Benis

Bibliographic record

VenuePLANETARY SUSTAINABILITY · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicMicroplastics and Plastic Pollution
Canadian institutionsDalhousie University
FundersNatural Sciences and Engineering Research Council of CanadaMitacs
KeywordsMicroplasticsAquatic ecosystemFood chainPollutionHuman healthScope (computer science)BiotaPlastic pollutionTrophic level

Abstract

fetched live from OpenAlex

Plastic pollution has rapidly evolved into a global environmental crisis, with microplastics emerging as ubiquitous and persistent contaminants across freshwater and marine ecosystems. This review synthesizes current knowledge on the origin, distribution, and ecological consequences of microplastics, emphasizing their complex environmental behavior and widespread biological uptake. Microplastics are introduced through diverse pathways, including wastewater effluents, urban and agricultural runoff, atmospheric deposition, and the degradation of larger plastic debris. Once in the aquatic environment, they undergo transformation via photochemical, mechanical, and biological processes, facilitating their dispersal and interaction with biota and co-pollutants. Ingestion of microplastics by a broad range of organisms has been documented, with evidence of bioaccumulation, trophic transfer, and physiological harm. Moreover, microplastics act as vectors for hazardous chemicals and pathogens, raising critical concerns for food safety and human health. Current removal technologies are limited in scope and efficiency, particularly in natural settings. We highlight an urgent need for integrated solutions that combine upstream interventions (e.g., reduced plastic use and improved product design) with downstream innovations (e.g., advanced filtration, bioremediation, and policy enforcement). A global, interdisciplinary response is essential to mitigate the long-term impacts of microplastic pollution and safeguard aquatic ecosystems and public health.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.009
GPT teacher head0.221
Teacher spread0.212 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes2
Has abstractyes

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